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swarmclawai/swarmclaw

Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama). A practical Claude Code and LangChain alternative.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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skills/coding-agent/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/github/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/google-workspace/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/nano-banana-pro/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/nano-pdf/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/openai-image-gen/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

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skills/resourceful-problem-solving/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

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skills/skill-creator/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Local scripts

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skills/summarize/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/swarmclaw/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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skills/swarmvault/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → ed38ba5329c2

No earlier version was observed for comparison.

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swarmclaw/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → ed38ba5329c2

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View on GitHubAdd to my skills

Verified commit ed38ba5329c20e48c03b4a4028f4a76a1a75e2d1

git clone --filter=blob:none --no-checkout https://github.com/swarmclawai/swarmclaw.git .hotskills/swarmclawai-swarmclaw && git -C .hotskills/swarmclawai-swarmclaw checkout --detach ed38ba5329c20e48c03b4a4028f4a76a1a75e2d1 # Copy each selected skill directory from .hotskills/swarmclawai-swarmclaw into .claude/skills/<skill-name>/
705GitHub stars
1star in 7 days
12skills in this repository
0commits in 30 days

Heat

3.7
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Jul 31, 2026Nov 6, 2026705

Individual skills in this repository

How it works

coding-agent

When your agent uses it

Delegate coding tasks to external coding agents (Claude Code, Codex, Pi, OpenCode) via shell. Use when: (1) building new features or apps in a separate project, (2) reviewing PRs, (3) refactoring large codebases, (4) iterative coding that needs file exploration. NOT for: simple one-liner fixes (just edit directly), reading code (use read/file tools), or work inside the SwarmClaw workspace itself.

What it loads into context

Frontmatter

150 tokens

Always available to the agent

SKILL.md

943 tokens

When the skill is activated

Reference documents

0 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Agent Execution Modes
  2. PR Reviews
  3. Parallel Issue Fixing
  4. Rules
  5. Progress Updates

Files

  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
  • SKILL.mdcore3,613 bytes
Read SKILL.md

# Coding Agent

Delegate coding tasks to external coding agents via shell tools.

## Agent Execution Modes

### Claude Code (recommended)

Use `--print --permission-mode bypassPermissions` for non-interactive execution:

```bash
cd /path/to/project && claude --permission-mode bypassPermissions --print 'Your task here'
```
View the complete source on GitHub

Skills included

  • coding-agent
  • github
  • google-workspace
  • nano-banana-pro
  • nano-pdf
  • openai-image-gen
  • resourceful-problem-solving
  • skill-creator
  • summarize
  • swarmclaw
  • swarmvault
  • swarmclaw

Repository facts

License
MIT
Created
Feb 18, 2026
Last pushed
Jun 30, 2026
Forks
145
Open issues
12
Project activity
Slowing

Rank over the last 12 weeks

Now #921 · best #718 · down 87 in 30 days

  1. #903 on Oct 16
  2. #882 on Oct 17
  3. #912 on Oct 19
  4. #918 on Oct 20
  5. #906 on Oct 22
  6. #921 since Oct 23
39 earlier periods
  1. #859 on Aug 1
  2. #718 on Aug 7
  3. #765 on Aug 10
  4. #764 from Aug 11 to Aug 12
  5. #768 on Aug 13
  6. #726 on Aug 15
  7. #748 on Aug 16
  8. #782 on Aug 18
  9. #779 on Aug 23
  10. #801 on Aug 24
  11. #836 on Aug 28
  12. #772 on Aug 30
  13. #812 on Aug 31
  14. #835 on Sep 1
  15. #813 on Sep 2
  16. #823 on Sep 3
  17. #793 on Sep 4
  18. #775 on Sep 5
  19. #802 on Sep 6
  20. #819 on Sep 7
  21. #844 on Sep 8
  22. #837 on Sep 10
  23. #814 on Sep 11
  24. #807 on Sep 12
  25. #837 on Sep 14
  26. #842 on Sep 17
  27. #824 on Sep 18
  28. #819 on Sep 20
  29. #834 on Sep 21
  30. #812 on Sep 24
  31. #815 on Sep 27
  32. #847 on Sep 28
  33. #877 on Sep 29
  34. #854 on Sep 30
  35. #788 on Oct 3
  36. #828 on Oct 4
  37. #868 on Oct 7
  38. #877 on Oct 9
  39. #883 on Oct 12

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 6, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 76 notes
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/coding-agent/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/github/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • skills/google-workspace/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
Show all 79 signals by file

skills/coding-agent/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration
  • Network accessline 64
    # Clone to temp for safe review REVIEW_DIR=$(mktemp -d) git clone https://github.com/user/repo.git $REVIEW_DIR
  • Network accessline 65
    REVIEW_DIR=$(mktemp -d) git clone https://github.com/user/repo.git $REVIEW_DIR cd $REVIEW_DIR && gh pr checkout 130
  • Network accessline 66
    git clone https://github.com/user/repo.git $REVIEW_DIR

skills/github/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration
  • Network accessline 138
    - Always specify `--repo owner/repo` when not in a git directory. - Use URLs directly: `gh pr view https://github.com/owner/repo/pull/55`
  • Network accessline 139
    - Use URLs directly: `gh pr view https://github.com/owner/repo/pull/55`

skills/google-workspace/SKILL.md

  • Network accessline 2
    name: google-workspace description: Use Google Workspace CLI (`gws`) for Drive, Docs, Sheets, Gmail, Calendar, Chat, and related Workspace API tasks. homepage: https://github.com/googleworkspace/cli
  • Network accessline 3
    description: Use Google Workspace CLI (`gws`) for Drive, Docs, Sheets, Gmail, Calendar, Chat, and related Workspace API tasks. homepage: https://github.com/googleworkspace/cli metadata:
  • Network accessline 4
    homepage: https://github.com/googleworkspace/cli

skills/nano-banana-pro/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration
  • Access to secretsline 9
    [Credential-related source omitted]
  • Access to secretsline 10
    [Credential-related source omitted]
  • Access to secretsline 49
    [Credential-related source omitted]

skills/nano-banana-pro/scripts/generate_image.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 38
    [Credential-related source omitted]
  • Access to secretsline 42
    [Credential-related source omitted]
  • Access to secretsline 107
    [Credential-related source omitted]
  • Access to secretsline 113
    [Credential-related source omitted]
  • Access to secretsline 114
    [Credential-related source omitted]
  • Access to secretsline 118
    [Credential-related source omitted]
  • Access to secretsline 127
    [Credential-related source omitted]
  • Possible obfuscationline 204
    image_data = base64.b64decode(image_data)

skills/nano-pdf/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration

skills/openai-image-gen/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration
  • Access to secretsline 3
    [Credential-related source omitted]
  • Access to secretsline 9
    [Credential-related source omitted]
  • Access to secretsline 10
    [Credential-related source omitted]

skills/openai-image-gen/scripts/gen.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 158
    [Credential-related source omitted]
  • Network accessline 165
    style: str = "", ) -> dict:     url = "https://api.openai.com/v1/images/generations"
  • Network accessline 166
    ) -> dict:     url = "https://api.openai.com/v1/images/generations"     args = {
  • Network accessline 167
    url = "https://api.openai.com/v1/images/generations"
  • Network accessline 191
    body = json.dumps(args).encode("utf-8")     req = urllib.request.Request(
  • Network accessline 192
    req = urllib.request.Request(
  • Access to secretsline 196
    [Credential-related source omitted]
  • Network accessline 200
    )     try:         with urllib.request.urlopen(req, timeout=300) as resp:
  • Network accessline 201
    try:         with urllib.request.urlopen(req, timeout=300) as resp:             return json.loads(resp.read().decode("utf-8"))
  • Network accessline 202
    with urllib.request.urlopen(req, timeout=300) as resp:
  • Access to secretsline 256
    [Credential-related source omitted]
  • Access to secretsline 257
    [Credential-related source omitted]
  • Access to secretsline 258
    [Credential-related source omitted]
  • Access to secretsline 294
    [Credential-related source omitted]
  • Possible obfuscationline 312
    filepath.write_bytes(base64.b64decode(image_b64))
  • Network accessline 313
    else:             try:                 urllib.request.urlretrieve(image_url, filepath)
  • Network accessline 314
    try:                 urllib.request.urlretrieve(image_url, filepath)             except urllib.error.URLError as e:
  • Network accessline 315
    urllib.request.urlretrieve(image_url, filepath)

skills/skill-creator/scripts/init_skill.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/skill-creator/scripts/quick_validate.py

  • Executable scriptline 1
    #!/usr/bin/env python3

skills/summarize/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration
  • Network accessline 31
    summarize "https://example.com" --model google/gemini-3-flash-preview
  • Network accessline 33
    summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto
  • Network accessline 41
    summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto --extract-only
  • Access to secretsline 50
    [Credential-related source omitted]
  • Access to secretsline 51
    [Credential-related source omitted]
  • Access to secretsline 52
    [Credential-related source omitted]
  • Access to secretsline 53
    [Credential-related source omitted]
  • Access to secretsline 76
    [Credential-related source omitted]

skills/swarmclaw/SKILL.md

  • Network accessline 9
    version: 2.4.1 author: swarmclawai homepage: https://swarmclaw.ai
  • Network accessline 10
    author: swarmclawai homepage: https://swarmclaw.ai tags: [agents, orchestration, multi-agent, runtime, memory, delegation, skills, connectors, dreaming]
  • Network accessline 11
    homepage: https://swarmclaw.ai
  • Network accessline 19
    Website: https://swarmclaw.ai
  • Network accessline 20
    Docs: https://swarmclaw.ai/docs
  • Network accessline 21
    GitHub: https://github.com/swarmclawai/swarmclaw
  • Access to secretsline 55
    [Credential-related source omitted]
  • Network accessline 107
    { "tool": "execute", "command": "curl -s -X POST http://localhost:3456/api/memory/dream -H 'Content-Type: application/json' -d '{\"agentId\":\"YOUR_AGENT_ID\"}'" }
  • Network accessline 132
    - Register MCP servers under **MCP Servers** in the UI (stdio / sse / streamable-http transports supported). - Quick-setup presets include **SwarmVault** (local-first knowledge vault) and **SwarmDock** (agent marketplace — browse tasks, bid
  • Network accessline 133
    - Quick-setup presets include **SwarmVault** (local-first knowledge vault) and **SwarmDock** (agent marketplace — browse tasks, bid, submit work, earn USDC). The SwarmDock preset is pre-filled for the hosted endpoint at `https://swarmdock-a

skills/swarmvault/SKILL.md

  • Network accessline 2
    name: swarmvault description: Use when working with a SwarmVault knowledge vault (raw/, wiki/, swarmvault.schema.md). Establishes schema-first conventions and prefers graph queries over broad search. homepage: https://swarmvault.ai
  • Network accessline 3
    description: Use when working with a SwarmVault knowledge vault (raw/, wiki/, swarmvault.schema.md). Establishes schema-first conventions and prefers graph queries over broad search. homepage: https://swarmvault.ai metadata:
  • Network accessline 4
    homepage: https://swarmvault.ai

swarmclaw/SKILL.md

  • Network accessline 12
    primaryEnv: SWARMCLAW_ACCESS_KEY emoji: "🦞" homepage: https://github.com/swarmclawai/swarmclaw
  • Network accessline 13
    emoji: "🦞" homepage: https://github.com/swarmclawai/swarmclaw ---
  • Network accessline 14
    homepage: https://github.com/swarmclawai/swarmclaw
  • Network accessline 35
    1. Install: `npm i -g @swarmclawai/swarmclaw` 2. Set env var: `export SWARMCLAW_ACCESS_KEY=<your-key>` (shown in terminal on first run) 3. Default URL: `http://localhost:3456` — override with `SWARMCLAW_URL` or `--base-url`
  • Network accessline 36
    [Credential-related source omitted]
  • Access to secretsline 36
    [Credential-related source omitted]
  • Network accessline 37
    3. Default URL: `http://localhost:3456` — override with `SWARMCLAW_URL` or `--base-url`
  • Network accessline 38
    4. Full docs: https://swarmclaw.ai/docs

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Declared and executed: 1 fact
Signal confidence: 79 facts

and 29 more

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativePath CLAUDE.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md skills/coding-agent/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md skills/coding-agent/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md skills/coding-agent/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md skills/coding-agent/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md skills/coding-agent/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.